Graph Counterfactual Explanation on BA-4Motifs
100ValidityRandom
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Random2026.06 | 100 | 78 | 1.24 | — | |
| GCFEx2026.06 | 100 | — | 1 | 29.66 | |
| D4Ex2026.06 | 100 | 89 | 5.77 | 22.91 | |
| RSGG-CE2026.06 | 100 | 80 | 4.29 | — | |
| GIST2026.06 | 79 | 75 | 31.09 | — | |
| DR-CFGNNDenoising=False, Optimization of H=True2026.06 | 78 | 85 | 1.66 | — | |
| DR-CFGNNDenoising=True, Optimization of H=True2026.06 | 78 | 85 | 1.63 | — | |
| DR-CFGNNDenoising=True, Optimization of H=False2026.06 | 72 | 85 | 1.53 | 2.49 | |
| DR-CFGNNDenoising=False, Optimization of H=False2026.06 | 71 | 85 | 1.6 | 2.66 | |
| CF²2026.06 | 61 | 95 | 6.82 | — |